Long-Run Effects from Comprehensive Student Support: Evidence from Pathways to Education
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Offering comprehensive education support services to disadvantaged students shows promise for improving academic attainment. We explore longer-term impacts of the Pathways to Education program, a set of coaching, tutoring, group activities, and financial incentives initially offered in 2001 to grade-nine students living in the largest public housing community in Toronto. Using a difference-in-difference methodology and matching school records to income tax data through age 28 for a sample of students living in public housing under similar circumstances, we find that Pathways eligibility increased adult annual earnings by 19 percent, employment by 14 percent, and reduced welfare receipt by more than 30 percent. (JEL I22, I23, I24, I26, I28, L31)
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it